Restructure data

DataAnalyticsEngineering · May 14, 2024 · a1c321c · a1c321c
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commit a1c321c
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Showing 31 changed files with 646 additions and 300 deletions.
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
@@ -10,8 +10,8 @@ jobs:
   lint:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v3
-      - uses: actions/setup-python@v4
+      - uses: actions/checkout@v4
+      - uses: actions/setup-python@v5
         with:
           python-version: "3.11"
           cache: pip
@@ -31,10 +31,10 @@ jobs:
     runs-on: ${{ matrix.os }}
     steps:
       - name: Checkout
-        uses: actions/checkout@v3
+        uses: actions/checkout@v4
       - name: Set up python
         id: setup-python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v5
         with:
           python-version: ${{ matrix.python-version }}
       - name: Install thermontfa
@@ -57,10 +57,10 @@ jobs:
     runs-on: ${{ matrix.os }}
     steps:
       - name: Checkout
-        uses: actions/checkout@v3
+        uses: actions/checkout@v4
       - name: Set up python
         id: setup-python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v5
         with:
           python-version: ${{ matrix.python-version }}
       - name: Install thermontfa
@@ -70,12 +70,12 @@ jobs:
           cd docs
           make html
       - name: Upload artifacts
-        uses: actions/upload-artifact@v3
+        uses: actions/upload-artifact@v4
         with:
           name: html-docs
           path: docs/build/html/
       - name: Deploy
-        uses: peaceiris/actions-gh-pages@v3
+        uses: peaceiris/actions-gh-pages@v4
         if: github.ref == 'refs/heads/main'
         with:
           github_token: ${{ secrets.GITHUB_TOKEN }}

diff --git a/.gitignore b/.gitignore
@@ -1,6 +1,4 @@
 # Data directory
-/data
-!.gitkeep
 /vtk
 /docs/examples
 

diff --git a/data/.gitignore b/data/.gitignore
@@ -0,0 +1,2 @@
+*.h5
+!.gitignore
diff --git a/data/.gitkeep → data/figures/.gitignore b/data/.gitkeep → data/figures/.gitignore
diff --git a/data/figures/kerbgrund_err_sig_sig_wsc.pdf b/data/figures/kerbgrund_err_sig_sig_wsc.pdf
diff --git a/data/figures/notchtest_fine_sigeq_ntfa.pdf b/data/figures/notchtest_fine_sigeq_ntfa.pdf
diff --git a/data/figures/notchtest_fine_sigyy_ntfa.pdf b/data/figures/notchtest_fine_sigyy_ntfa.pdf
diff --git a/data/figures/rel_err_sig_10s.pdf b/data/figures/rel_err_sig_10s.pdf
diff --git a/data/figures/rel_err_sig_ftc_10s.pdf b/data/figures/rel_err_sig_ftc_10s.pdf
diff --git a/data/figures/rel_err_sig_wsc_10s.pdf b/data/figures/rel_err_sig_wsc_10s.pdf
diff --git a/data/figures/surface_plots_err_sig_sig_ftc.pdf b/data/figures/surface_plots_err_sig_sig_ftc.pdf
diff --git a/data/figures/surface_plots_err_sig_sig_wsc.pdf b/data/figures/surface_plots_err_sig_sig_wsc.pdf
diff --git a/data/figures/twoscale_loading.pdf b/data/figures/twoscale_loading.pdf
diff --git a/data/input_files/.gitignore b/data/input_files/.gitignore
@@ -0,0 +1,2 @@
+*
+!.gitignore
diff --git a/data/results/.gitkeep b/data/results/.gitkeep
diff --git a/data/validation/.gitignore b/data/validation/.gitignore
@@ -0,0 +1,2 @@
+*
+!.gitignore
diff --git a/examples/NTFA_thermo_paper.ipynb b/examples/NTFA_thermo_paper.ipynb
diff --git a/examples/NTFA_thermo_paper.py b/examples/NTFA_thermo_paper.py
@@ -30,6 +30,8 @@
 import matplotlib.pyplot as plt
 import numpy as np
 
+data_path = "../data"
+
 # %% [markdown]
 # ## Twoscale loading plot:
 
@@ -38,7 +40,7 @@
 force = []
 temp = []
 for s in ("fine",):  # 'coarse', 'medium',
-    file_name = os.path.join("data", f"NTFA293K_{s}_temp_293-800.h5")
+    file_name = os.path.join(data_path, "results", f"NTFA293K_{s}_temp_293-800.h5")
     with h5py.File(file_name, mode="r") as F:
         force.append(np.array(F["force28"]) / 1e6)
         temp.append(np.array(F["temperature28"]))
@@ -76,7 +78,7 @@
         ax2.legend(loc=(0.65, 0.7))
     nhalf = int((t.size + 1) / 2)
     labels = True
-fig.savefig(os.path.join("results", "twoscale_loading.pdf"))
+fig.savefig(os.path.join(data_path, "figures", "twoscale_loading.pdf"))
 plt.show()
 
 # %% [markdown]
@@ -94,14 +96,14 @@
 ax.set_xlabel("time [s]")
 ax.set_ylabel(r"rel. stretch $u/u_\mathrm{max}$ and force $F/F_\mathrm{max}$ [-]")
 ax.grid(zorder=3)
-fig.savefig(os.path.join("results", "twoscale_loading.pdf"))
+fig.savefig(os.path.join(data_path, "figures", "twoscale_loading.pdf"))
 plt.show()
 
 # %% [markdown]
 # ## Plot:
 
 # %%
-file_name = os.path.join("data", "test_coarse.h5")
+file_name = os.path.join(data_path, "results", "test_coarse.h5")
 with h5py.File(file_name, mode="r") as F:
     u = np.array(F["displacement1/X"])
     uy = u[1::2]
@@ -114,14 +116,14 @@
 
 fig, ax = plt.subplots(1, 1, dpi=dpi)
 ax.plot(f)
-fig.savefig(os.path.join("results", "force.pdf"))
+fig.savefig(os.path.join(data_path, "figures", "force.pdf"))
 plt.show()
 
 # %% [markdown]
 # ## Plot:
 
 # %%
-file_name = os.path.join("data", "test_coarse.h5")
+file_name = os.path.join(data_path, "results", "test_coarse.h5")
 with h5py.File(file_name, mode="r") as F:
     d = []
     for i in range(16):

diff --git a/examples/generate_inputs.ipynb b/examples/generate_inputs.ipynb
@@ -30,7 +30,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 1,
    "id": "108f3a39",
    "metadata": {},
    "outputs": [],
@@ -59,27 +59,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 2,
    "id": "b96a5437",
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "FileNotFoundError",
-     "evalue": "[Errno 2] Unable to synchronously open file (unable to open file: name = '../data/validation/simple_3d_rve_B1-B6_16x16x16_100samples_fix.h5', errno = 2, error message = 'No such file or directory', flags = 0, o_flags = 0)",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[4], line 8\u001b[0m\n\u001b[1;32m      5\u001b[0m N_modes \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m24\u001b[39m\n\u001b[1;32m      7\u001b[0m \u001b[38;5;66;03m# open the file an get the keys --> extract temperatures!\u001b[39;00m\n\u001b[0;32m----> 8\u001b[0m F \u001b[38;5;241m=\u001b[39m \u001b[43mh5py\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mFile\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfile_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mr\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m      9\u001b[0m keylist \u001b[38;5;241m=\u001b[39m F[group_name]\u001b[38;5;241m.\u001b[39mkeys()\n\u001b[1;32m     11\u001b[0m temp_list \u001b[38;5;241m=\u001b[39m []\n",
-      "File \u001b[0;32m~/Documents/thermoNTFA_fork/venv/lib/python3.11/site-packages/h5py/_hl/files.py:562\u001b[0m, in \u001b[0;36mFile.__init__\u001b[0;34m(self, name, mode, driver, libver, userblock_size, swmr, rdcc_nslots, rdcc_nbytes, rdcc_w0, track_order, fs_strategy, fs_persist, fs_threshold, fs_page_size, page_buf_size, min_meta_keep, min_raw_keep, locking, alignment_threshold, alignment_interval, meta_block_size, **kwds)\u001b[0m\n\u001b[1;32m    553\u001b[0m     fapl \u001b[38;5;241m=\u001b[39m make_fapl(driver, libver, rdcc_nslots, rdcc_nbytes, rdcc_w0,\n\u001b[1;32m    554\u001b[0m                      locking, page_buf_size, min_meta_keep, min_raw_keep,\n\u001b[1;32m    555\u001b[0m                      alignment_threshold\u001b[38;5;241m=\u001b[39malignment_threshold,\n\u001b[1;32m    556\u001b[0m                      alignment_interval\u001b[38;5;241m=\u001b[39malignment_interval,\n\u001b[1;32m    557\u001b[0m                      meta_block_size\u001b[38;5;241m=\u001b[39mmeta_block_size,\n\u001b[1;32m    558\u001b[0m                      \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwds)\n\u001b[1;32m    559\u001b[0m     fcpl \u001b[38;5;241m=\u001b[39m make_fcpl(track_order\u001b[38;5;241m=\u001b[39mtrack_order, fs_strategy\u001b[38;5;241m=\u001b[39mfs_strategy,\n\u001b[1;32m    560\u001b[0m                      fs_persist\u001b[38;5;241m=\u001b[39mfs_persist, fs_threshold\u001b[38;5;241m=\u001b[39mfs_threshold,\n\u001b[1;32m    561\u001b[0m                      fs_page_size\u001b[38;5;241m=\u001b[39mfs_page_size)\n\u001b[0;32m--> 562\u001b[0m     fid \u001b[38;5;241m=\u001b[39m \u001b[43mmake_fid\u001b[49m\u001b[43m(\u001b[49m\u001b[43mname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43muserblock_size\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfapl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfcpl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mswmr\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mswmr\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    564\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(libver, \u001b[38;5;28mtuple\u001b[39m):\n\u001b[1;32m    565\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_libver \u001b[38;5;241m=\u001b[39m libver\n",
-      "File \u001b[0;32m~/Documents/thermoNTFA_fork/venv/lib/python3.11/site-packages/h5py/_hl/files.py:235\u001b[0m, in \u001b[0;36mmake_fid\u001b[0;34m(name, mode, userblock_size, fapl, fcpl, swmr)\u001b[0m\n\u001b[1;32m    233\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m swmr \u001b[38;5;129;01mand\u001b[39;00m swmr_support:\n\u001b[1;32m    234\u001b[0m         flags \u001b[38;5;241m|\u001b[39m\u001b[38;5;241m=\u001b[39m h5f\u001b[38;5;241m.\u001b[39mACC_SWMR_READ\n\u001b[0;32m--> 235\u001b[0m     fid \u001b[38;5;241m=\u001b[39m \u001b[43mh5f\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen\u001b[49m\u001b[43m(\u001b[49m\u001b[43mname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mflags\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfapl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfapl\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    236\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m mode \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mr+\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[1;32m    237\u001b[0m     fid \u001b[38;5;241m=\u001b[39m h5f\u001b[38;5;241m.\u001b[39mopen(name, h5f\u001b[38;5;241m.\u001b[39mACC_RDWR, fapl\u001b[38;5;241m=\u001b[39mfapl)\n",
-      "File \u001b[0;32mh5py/_objects.pyx:54\u001b[0m, in \u001b[0;36mh5py._objects.with_phil.wrapper\u001b[0;34m()\u001b[0m\n",
-      "File \u001b[0;32mh5py/_objects.pyx:55\u001b[0m, in \u001b[0;36mh5py._objects.with_phil.wrapper\u001b[0;34m()\u001b[0m\n",
-      "File \u001b[0;32mh5py/h5f.pyx:102\u001b[0m, in \u001b[0;36mh5py.h5f.open\u001b[0;34m()\u001b[0m\n",
-      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] Unable to synchronously open file (unable to open file: name = '../data/validation/simple_3d_rve_B1-B6_16x16x16_100samples_fix.h5', errno = 2, error message = 'No such file or directory', flags = 0, o_flags = 0)"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "file_name = os.path.join(\n",
     "    data_path, \"validation\", \"simple_3d_rve_B1-B6_16x16x16_100samples_fix.h5\"\n",
@@ -135,7 +118,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "id": "409caba2",
    "metadata": {},
    "outputs": [],
@@ -177,10 +160,34 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "id": "d853f364",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(100, 6, 11, 6)\n"
+     ]
+    },
+    {
+     "ename": "FileNotFoundError",
+     "evalue": "[Errno 2] Unable to synchronously open file (unable to open file: name = '../data/loadcases/loadcase1_T0300.00_fix16_N24_100s.h5', errno = 2, error message = 'No such file or directory', flags = 0, o_flags = 0)",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[4], line 21\u001b[0m\n\u001b[1;32m     19\u001b[0m ntfa_fname \u001b[38;5;241m=\u001b[39m os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mjoin(prefix, \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mloadcase\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mn\u001b[38;5;250m \u001b[39m\u001b[38;5;241m+\u001b[39m\u001b[38;5;250m \u001b[39m\u001b[38;5;241m1\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m_T\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mT_str\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00msuffix\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.h5\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m     20\u001b[0m \u001b[38;5;66;03m# print(ntfa_fname)\u001b[39;00m\n\u001b[0;32m---> 21\u001b[0m F_ntfa \u001b[38;5;241m=\u001b[39m \u001b[43mh5py\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mFile\u001b[49m\u001b[43m(\u001b[49m\u001b[43mntfa_fname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mr\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m     22\u001b[0m \u001b[38;5;66;03m# get references values:\u001b[39;00m\n\u001b[1;32m     24\u001b[0m ntfa_eps[i_T, n, :, :] \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray(F_ntfa[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m/eps\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n",
+      "File \u001b[0;32m~/Documents/ThermoNTFA/venv/lib/python3.11/site-packages/h5py/_hl/files.py:562\u001b[0m, in \u001b[0;36mFile.__init__\u001b[0;34m(self, name, mode, driver, libver, userblock_size, swmr, rdcc_nslots, rdcc_nbytes, rdcc_w0, track_order, fs_strategy, fs_persist, fs_threshold, fs_page_size, page_buf_size, min_meta_keep, min_raw_keep, locking, alignment_threshold, alignment_interval, meta_block_size, **kwds)\u001b[0m\n\u001b[1;32m    553\u001b[0m     fapl \u001b[38;5;241m=\u001b[39m make_fapl(driver, libver, rdcc_nslots, rdcc_nbytes, rdcc_w0,\n\u001b[1;32m    554\u001b[0m                      locking, page_buf_size, min_meta_keep, min_raw_keep,\n\u001b[1;32m    555\u001b[0m                      alignment_threshold\u001b[38;5;241m=\u001b[39malignment_threshold,\n\u001b[1;32m    556\u001b[0m                      alignment_interval\u001b[38;5;241m=\u001b[39malignment_interval,\n\u001b[1;32m    557\u001b[0m                      meta_block_size\u001b[38;5;241m=\u001b[39mmeta_block_size,\n\u001b[1;32m    558\u001b[0m                      \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwds)\n\u001b[1;32m    559\u001b[0m     fcpl \u001b[38;5;241m=\u001b[39m make_fcpl(track_order\u001b[38;5;241m=\u001b[39mtrack_order, fs_strategy\u001b[38;5;241m=\u001b[39mfs_strategy,\n\u001b[1;32m    560\u001b[0m                      fs_persist\u001b[38;5;241m=\u001b[39mfs_persist, fs_threshold\u001b[38;5;241m=\u001b[39mfs_threshold,\n\u001b[1;32m    561\u001b[0m                      fs_page_size\u001b[38;5;241m=\u001b[39mfs_page_size)\n\u001b[0;32m--> 562\u001b[0m     fid \u001b[38;5;241m=\u001b[39m \u001b[43mmake_fid\u001b[49m\u001b[43m(\u001b[49m\u001b[43mname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43muserblock_size\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfapl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfcpl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mswmr\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mswmr\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    564\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(libver, \u001b[38;5;28mtuple\u001b[39m):\n\u001b[1;32m    565\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_libver \u001b[38;5;241m=\u001b[39m libver\n",
+      "File \u001b[0;32m~/Documents/ThermoNTFA/venv/lib/python3.11/site-packages/h5py/_hl/files.py:235\u001b[0m, in \u001b[0;36mmake_fid\u001b[0;34m(name, mode, userblock_size, fapl, fcpl, swmr)\u001b[0m\n\u001b[1;32m    233\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m swmr \u001b[38;5;129;01mand\u001b[39;00m swmr_support:\n\u001b[1;32m    234\u001b[0m         flags \u001b[38;5;241m|\u001b[39m\u001b[38;5;241m=\u001b[39m h5f\u001b[38;5;241m.\u001b[39mACC_SWMR_READ\n\u001b[0;32m--> 235\u001b[0m     fid \u001b[38;5;241m=\u001b[39m \u001b[43mh5f\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen\u001b[49m\u001b[43m(\u001b[49m\u001b[43mname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mflags\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfapl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfapl\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    236\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m mode \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mr+\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[1;32m    237\u001b[0m     fid \u001b[38;5;241m=\u001b[39m h5f\u001b[38;5;241m.\u001b[39mopen(name, h5f\u001b[38;5;241m.\u001b[39mACC_RDWR, fapl\u001b[38;5;241m=\u001b[39mfapl)\n",
+      "File \u001b[0;32mh5py/_objects.pyx:54\u001b[0m, in \u001b[0;36mh5py._objects.with_phil.wrapper\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32mh5py/_objects.pyx:55\u001b[0m, in \u001b[0;36mh5py._objects.with_phil.wrapper\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32mh5py/h5f.pyx:102\u001b[0m, in \u001b[0;36mh5py.h5f.open\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] Unable to synchronously open file (unable to open file: name = '../data/loadcases/loadcase1_T0300.00_fix16_N24_100s.h5', errno = 2, error message = 'No such file or directory', flags = 0, o_flags = 0)"
+     ]
+    }
+   ],
    "source": [
     "ntfa_eps = np.zeros(\n",
     "    (len(temp_list), fans_S[0].shape[0], fans_S[0].shape[1], fans_S[0].shape[2])\n",